Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 99
MiMo V2.6 Pro · Single-turn · Task 99 (Calculation, wage cap binds) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 9174.15 9174.15 9174.15 9174.15
employee contribution 160.00 160.00 160.00 160.00
allowed deduction 353.50 353.50 353.50 353.50
taxable pay 8660.65 8660.65 8660.65 8660.65
income tax 1438.13 1438.13 1438.13 1438.13
net pay 7222.52 7222.52 7222.52 7222.52
clauses R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Source documents: {"b91d767a6a759d3c-payroll": {"kind": "payroll", "record": {"gross_pay": "9174.15", "payroll_month": "2026-07", "allowed_deduction": "353.50"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.08", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3300.00", "middle_rate": "0.10", "upper_rate": "0.18"}, "second-half": {"rate": "0.04", "cap": "4000.00", "deduction": "400.00", "free": "900.00", "upper": "2800.00", "middle_rate": "0.14", "upper_rate": "0.20"}}
Rollouts
Rollout #1 100.0% passed · 13.2s · $0.0006
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "9174.15",
  "employee_contribution": "160.00",
  "allowed_deduction": "353.50",
  "taxable_pay": "8660.65",
  "income_tax": "1438.13",
  "net_pay": "7222.52",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Payroll month 2026-07 → second-half row.

rate 0.04, cap 4000, deduction cap 400, free 900, upper 2800, middle 0.14, upper rate 0.20.

gross 9174.15, contribution = 0.04 * min(9174.15, 4000) = 160.00.

allowed_deduction 353.50 ≤ 400 cap. Also ≤ gross - contribution = 9014.15. OK.

taxable = 9174.15 - 160.00 - 353.50 = 8660.65.

Tax: free 900 untaxed. 8660.65 - 900 = 7760.65. Up to 2800: 2800-900 = 1900 * 0.14 = 266.00. Above 2800: 8660.65-2800 = 5860.65 * 0.20 = 1172.13. Total = 1438.13.

Net = 9174.15 - 160.00 - 353.50 - 1438.13 = 7222.52.
Rollout #2 100.0% passed · 5.6s · $0.0004
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "9174.15",
  "employee_contribution": "160.00",
  "allowed_deduction": "353.50",
  "taxable_pay": "8660.65",
  "income_tax": "1438.13",
  "net_pay": "7222.52",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Second-half row. rate 0.04, cap 4000, deduction cap 400, free 900, upper 2800, middle 0.14, upper 0.20.

gross 9174.15. contribution = 0.04 * 4000 = 160.00. deduction353.50 <= 400 and <= gross-contribution (9014.15). ok.

taxable = 9174.15 - 160.00 - 353.50 = 8660.65.

tax: up to 900 = 0. 900 to 2800 = 1900 * 0.14 = 266.00. Above 2800: 8660.65-2800 = 5860.65 * 0.20 = 1172.13. total = 1438.13.

net = 9174.15 - 160.00 - 353.50 - 1438.13 = 7222.52.

Check: 9174.15-160=9014.15; -353.50=8660.65; -1438.13=7222.52. Yes.
Rollout #3 100.0% passed · 8.7s · $0.0005
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "9174.15",
  "employee_contribution": "160.00",
  "allowed_deduction": "353.50",
  "taxable_pay": "8660.65",
  "income_tax": "1438.13",
  "net_pay": "7222.52",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
We need calculate 2026-07 => second-half case schedule: rate 0.04, cap 4000, deduction cap 400, free 900, upper 2800, middle 0.14, upper 0.20.

gross 9174.15, allowed deduction 353.50 (<= 400 and <= gross - contribution).

contribution = 0.04 * min(9174.15, 4000) = 0.04*4000 = 160.00.

taxable = 9174.15 - 160.00 - 353.50 = 8660.65.

Tax: free 900 untaxed. Portion 900 to 2800 = 1900 * 0.14 = 266.00. Portion above 2800 = 8660.65 - 2800 = 5860.65 * 0.20 = 1172.13. Total = 1438.13. Round total... 266 + 1172.13 = 1438.13.

Net = 9174.15 - 160 - 353.50 - 1438.13 = 7222.52.

Check: 9174.15 - 160 = 9014.15; -353.50 = 8660.65; -1438.13 = 7222.52. Good.

Clauses: R1, R2, R3, R4, R5, R6. R9 not needed (no conflict).